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  <div class="headertitle"><div class="title">shark::MissingFeaturesKernelExpansion&lt; InputType &gt; Class Template Reference<div class="ingroups"><a class="el" href="group__models.html">Models</a></div></div></div>
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<p>Kernel expansion with missing features support For a choice of kernel, see <a class="el" href="group__kernels.html">Kernels</a>.  
 <a href="classshark_1_1_missing_features_kernel_expansion.html#details">More...</a></p>

<p><code>#include &lt;<a class="el" href="_missing_features_kernel_expansion_8h_source.html">shark/Models/Kernels/MissingFeaturesKernelExpansion.h</a>&gt;</code></p>
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  <img id="dynsection-0-trigger" src="closed.png" alt="+"/> Inheritance diagram for shark::MissingFeaturesKernelExpansion&lt; InputType &gt;:</div>
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<div class="center"><img src="classshark_1_1_missing_features_kernel_expansion__inherit__graph.png" border="0" usemap="#ashark_1_1_missing_features_kernel_expansion_3_01_input_type_01_4_inherit__map" alt="Inheritance graph"/></div>
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<table class="memberdecls">
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Public Types</h2></td></tr>
<tr class="memitem:a9dae0d867c47aa72714e057f9a5d1b9f" id="r_a9dae0d867c47aa72714e057f9a5d1b9f"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_kernel_expansion.html#ac5836d98d072c8ea288209ca3fa2f1c9">Base::KernelType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a9dae0d867c47aa72714e057f9a5d1b9f">KernelType</a></td></tr>
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<tr class="inherit_header pub_types_classshark_1_1_kernel_expansion"><td colspan="2" onclick="javascript:toggleInherit('pub_types_classshark_1_1_kernel_expansion')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="classshark_1_1_kernel_expansion.html">shark::KernelExpansion&lt; InputType &gt;</a></td></tr>
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<tr class="memitem:a651c84963d3935af5324530e1722830b inherit pub_types_classshark_1_1_kernel_expansion" id="r_a651c84963d3935af5324530e1722830b"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_model.html#a518304e95092673b7b6438cace052ef6">base_type::BatchInputType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a651c84963d3935af5324530e1722830b">BatchInputType</a></td></tr>
<tr class="separator:a651c84963d3935af5324530e1722830b inherit pub_types_classshark_1_1_kernel_expansion"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a3d47bea3d1bb6b1c5044c9208f1dfd09 inherit pub_types_classshark_1_1_kernel_expansion" id="r_a3d47bea3d1bb6b1c5044c9208f1dfd09"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_model.html#aa0c72e230b9a1324c95ba8ac0b07ba13">base_type::BatchOutputType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a3d47bea3d1bb6b1c5044c9208f1dfd09">BatchOutputType</a></td></tr>
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<tr class="inherit_header pub_types_classshark_1_1_abstract_model"><td colspan="2" onclick="javascript:toggleInherit('pub_types_classshark_1_1_abstract_model')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="classshark_1_1_abstract_model.html">shark::AbstractModel&lt; InputType, RealVector &gt;</a></td></tr>
<tr class="memitem:a76a2d024b6013037b072596fe4f9f829 inherit pub_types_classshark_1_1_abstract_model" id="r_a76a2d024b6013037b072596fe4f9f829"><td class="memItemLeft" align="right" valign="top">enum &#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a76a2d024b6013037b072596fe4f9f829">Feature</a> </td></tr>
<tr class="separator:a76a2d024b6013037b072596fe4f9f829 inherit pub_types_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a714e85d7a6cd2b68898cb5dbb25c37d4 inherit pub_types_classshark_1_1_abstract_model" id="r_a714e85d7a6cd2b68898cb5dbb25c37d4"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a></td></tr>
<tr class="memdesc:a714e85d7a6cd2b68898cb5dbb25c37d4 inherit pub_types_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">Defines the input type of the model.  <br /></td></tr>
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<tr class="memitem:a8e5acf043e3a76b50d15a852365801b4 inherit pub_types_classshark_1_1_abstract_model" id="r_a8e5acf043e3a76b50d15a852365801b4"><td class="memItemLeft" align="right" valign="top">typedef RealVector&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a8e5acf043e3a76b50d15a852365801b4">OutputType</a></td></tr>
<tr class="memdesc:a8e5acf043e3a76b50d15a852365801b4 inherit pub_types_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">Defines the output type of the model.  <br /></td></tr>
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<tr class="memitem:a7fccb0cdf4c0b47afbe5da03532b9b4e inherit pub_types_classshark_1_1_abstract_model" id="r_a7fccb0cdf4c0b47afbe5da03532b9b4e"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_model.html">AbstractModel</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a>, RealVector, RealVector &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a7fccb0cdf4c0b47afbe5da03532b9b4e">ModelBaseType</a></td></tr>
<tr class="memdesc:a7fccb0cdf4c0b47afbe5da03532b9b4e inherit pub_types_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">Defines the BaseType used by the model (this type). Useful for creating derived models.  <br /></td></tr>
<tr class="separator:a7fccb0cdf4c0b47afbe5da03532b9b4e inherit pub_types_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
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<tr class="memdesc:a518304e95092673b7b6438cace052ef6 inherit pub_types_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">defines the batch type of the input type.  <br /></td></tr>
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<tr class="memitem:aa0c72e230b9a1324c95ba8ac0b07ba13 inherit pub_types_classshark_1_1_abstract_model" id="r_aa0c72e230b9a1324c95ba8ac0b07ba13"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="structshark_1_1_batch.html">Batch</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a8e5acf043e3a76b50d15a852365801b4">OutputType</a> &gt;::type&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#aa0c72e230b9a1324c95ba8ac0b07ba13">BatchOutputType</a></td></tr>
<tr class="memdesc:aa0c72e230b9a1324c95ba8ac0b07ba13 inherit pub_types_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">defines the batch type of the output type  <br /></td></tr>
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<tr class="memitem:aa6b242b73aadc63380181fdf4da1db84 inherit pub_types_classshark_1_1_abstract_model" id="r_aa6b242b73aadc63380181fdf4da1db84"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_typed_flags.html">TypedFlags</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a76a2d024b6013037b072596fe4f9f829">Feature</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#aa6b242b73aadc63380181fdf4da1db84">Features</a></td></tr>
<tr class="separator:aa6b242b73aadc63380181fdf4da1db84 inherit pub_types_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
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<tr class="inherit_header pub_types_classshark_1_1_i_parameterizable"><td colspan="2" onclick="javascript:toggleInherit('pub_types_classshark_1_1_i_parameterizable')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="classshark_1_1_i_parameterizable.html">shark::IParameterizable&lt; VectorType &gt;</a></td></tr>
<tr class="memitem:a2ad5e2e60b2b352988b41f46024d790b inherit pub_types_classshark_1_1_i_parameterizable" id="r_a2ad5e2e60b2b352988b41f46024d790b"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="_c_svm_linear_8cpp.html#ab106d665148183a2dc94dcf8716c9203">VectorType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_parameterizable.html#a2ad5e2e60b2b352988b41f46024d790b">ParameterVectorType</a></td></tr>
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</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-methods" name="pub-methods"></a>
Public Member Functions</h2></td></tr>
<tr class="memitem:af68e2d95781b1753eca457476b44c11f" id="r_af68e2d95781b1753eca457476b44c11f"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#af68e2d95781b1753eca457476b44c11f">name</a> () const</td></tr>
<tr class="memdesc:af68e2d95781b1753eca457476b44c11f"><td class="mdescLeft">&#160;</td><td class="mdescRight">From <a class="el" href="classshark_1_1_i_nameable.html" title="This class is an interface for all objects which can have a name.">INameable</a>: return the class name.  <br /></td></tr>
<tr class="separator:af68e2d95781b1753eca457476b44c11f"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:abccbbad9f32c73e2419bc120c5ebb53c" id="r_abccbbad9f32c73e2419bc120c5ebb53c"><td class="memItemLeft" align="right" valign="top">boost::shared_ptr&lt; <a class="el" href="structshark_1_1_state.html">State</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#abccbbad9f32c73e2419bc120c5ebb53c">createState</a> () const</td></tr>
<tr class="memdesc:abccbbad9f32c73e2419bc120c5ebb53c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Creates an internal state of the model.  <br /></td></tr>
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<tr class="memdesc:ad54351526ec5ab5370b56e5a6b5250ed"><td class="mdescLeft">&#160;</td><td class="mdescRight">Override eval(...) in the base class.  <br /></td></tr>
<tr class="separator:ad54351526ec5ab5370b56e5a6b5250ed"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4e541807a0dcdb55a6efb71533a26091" id="r_a4e541807a0dcdb55a6efb71533a26091"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a4e541807a0dcdb55a6efb71533a26091">eval</a> (<a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#acc2b882befd9e12e1465bc845d45ebd2">BatchInputType</a> const &amp;patterns, <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#afa1fd94574199968f74a3ebf54792e56">BatchOutputType</a> &amp;outputs, <a class="el" href="structshark_1_1_state.html">State</a> &amp;state) const</td></tr>
<tr class="memdesc:a4e541807a0dcdb55a6efb71533a26091"><td class="mdescLeft">&#160;</td><td class="mdescRight">Standard interface for evaluating the response of the model to a batch of patterns.  <br /></td></tr>
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<tr class="memitem:ad2194899bc2ad060c751e6f15dceb91a" id="r_ad2194899bc2ad060c751e6f15dceb91a"><td class="memTemplParams" colspan="2">template&lt;class InputTypeT &gt; </td></tr>
<tr class="memitem:ad2194899bc2ad060c751e6f15dceb91a"><td class="memTemplItemLeft" align="right" valign="top">double&#160;</td><td class="memTemplItemRight" valign="bottom"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#ad2194899bc2ad060c751e6f15dceb91a">computeNorm</a> (const RealVector &amp;<a class="el" href="classshark_1_1_kernel_expansion.html#a3c65dfd17f38eaa461f6400d302fae48">alpha</a>, const RealVector &amp;scalingCoefficient, InputTypeT const &amp;missingness) const</td></tr>
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<tr class="memitem:a6673dbc1445ffc3cd0aea0d547487000" id="r_a6673dbc1445ffc3cd0aea0d547487000"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a6673dbc1445ffc3cd0aea0d547487000">computeNorm</a> (const RealVector &amp;<a class="el" href="classshark_1_1_kernel_expansion.html#a3c65dfd17f38eaa461f6400d302fae48">alpha</a>, const RealVector &amp;scalingCoefficient) const</td></tr>
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<tr class="memitem:aa91acaf3efe28b8895ba3bfd7af45c3a" id="r_aa91acaf3efe28b8895ba3bfd7af45c3a"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#aa91acaf3efe28b8895ba3bfd7af45c3a">setScalingCoefficients</a> (const RealVector &amp;scalingCoefficients)</td></tr>
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<tr class="memitem:a71367248f174d343ec79670207d5f947" id="r_a71367248f174d343ec79670207d5f947"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a71367248f174d343ec79670207d5f947">setClassifierNorm</a> (double classifierNorm)</td></tr>
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<tr><td colspan="2"><div class="groupHeader"></div></td></tr>
<tr class="memitem:adc88dba3df728e6535fb3f339e8a5d53" id="r_adc88dba3df728e6535fb3f339e8a5d53"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#adc88dba3df728e6535fb3f339e8a5d53">MissingFeaturesKernelExpansion</a> (<a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a9dae0d867c47aa72714e057f9a5d1b9f">KernelType</a> *<a class="el" href="classshark_1_1_kernel_expansion.html#aa7f672e5b1a367ce00545f550596bb0c">kernel</a>)</td></tr>
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<tr class="inherit_header pub_methods_classshark_1_1_kernel_expansion"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_kernel_expansion')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_kernel_expansion.html">shark::KernelExpansion&lt; InputType &gt;</a></td></tr>
<tr class="memitem:abd97e2ccc82763bbea0c884c5f5bce88 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_abd97e2ccc82763bbea0c884c5f5bce88"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#abd97e2ccc82763bbea0c884c5f5bce88">KernelExpansion</a> ()</td></tr>
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<tr class="memitem:a38c97766f52bf00e5b0120c46c15f37f inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a38c97766f52bf00e5b0120c46c15f37f"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a38c97766f52bf00e5b0120c46c15f37f">setStructure</a> (<a class="el" href="classshark_1_1_kernel_expansion.html#ac5836d98d072c8ea288209ca3fa2f1c9">KernelType</a> *<a class="el" href="classshark_1_1_kernel_expansion.html#aa7f672e5b1a367ce00545f550596bb0c">kernel</a>, <a class="el" href="classshark_1_1_data.html">Data</a>&lt; <a class="el" href="_multi_task_svm_8cpp.html#a0dea9a3a85d327080d9b617903508925">InputType</a> &gt; const &amp;<a class="el" href="classshark_1_1_kernel_expansion.html#a48c4d31664d347f477cfb305a7b98d61">basis</a>, bool <a class="el" href="classshark_1_1_kernel_expansion.html#a1c89cb50933ee211d67af90e6366e0ee">offset</a>, std::size_t outputs=1)</td></tr>
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<tr class="memitem:a251b1a2dec182d8433b8010fc2df0787 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a251b1a2dec182d8433b8010fc2df0787"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_shape.html">Shape</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a251b1a2dec182d8433b8010fc2df0787">outputShape</a> () const</td></tr>
<tr class="memdesc:a251b1a2dec182d8433b8010fc2df0787 inherit pub_methods_classshark_1_1_kernel_expansion"><td class="mdescLeft">&#160;</td><td class="mdescRight">dimensionality of the output RealVector  <br /></td></tr>
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<tr class="memitem:aafda4afa8142b463e1b316d8bd4e342f inherit pub_methods_classshark_1_1_kernel_expansion" id="r_aafda4afa8142b463e1b316d8bd4e342f"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_shape.html">Shape</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#aafda4afa8142b463e1b316d8bd4e342f">inputShape</a> () const</td></tr>
<tr class="memdesc:aafda4afa8142b463e1b316d8bd4e342f inherit pub_methods_classshark_1_1_kernel_expansion"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns the expected shape of the input.  <br /></td></tr>
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<tr class="memitem:aa7f672e5b1a367ce00545f550596bb0c inherit pub_methods_classshark_1_1_kernel_expansion" id="r_aa7f672e5b1a367ce00545f550596bb0c"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_kernel_expansion.html#ac5836d98d072c8ea288209ca3fa2f1c9">KernelType</a> const *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#aa7f672e5b1a367ce00545f550596bb0c">kernel</a> () const</td></tr>
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<tr class="memitem:a082027bb23accf964937433638e57281 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a082027bb23accf964937433638e57281"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_kernel_expansion.html#ac5836d98d072c8ea288209ca3fa2f1c9">KernelType</a> *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a082027bb23accf964937433638e57281">kernel</a> ()</td></tr>
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<tr class="memitem:aa3050c994b3b804dc52e3cac195d927c inherit pub_methods_classshark_1_1_kernel_expansion" id="r_aa3050c994b3b804dc52e3cac195d927c"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#aa3050c994b3b804dc52e3cac195d927c">setKernel</a> (<a class="el" href="classshark_1_1_kernel_expansion.html#ac5836d98d072c8ea288209ca3fa2f1c9">KernelType</a> *<a class="el" href="classshark_1_1_kernel_expansion.html#aa7f672e5b1a367ce00545f550596bb0c">kernel</a>)</td></tr>
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<tr class="memitem:afb02d63dd18cb3ba534d1393c092752f inherit pub_methods_classshark_1_1_kernel_expansion" id="r_afb02d63dd18cb3ba534d1393c092752f"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#afb02d63dd18cb3ba534d1393c092752f">hasOffset</a> () const</td></tr>
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<tr class="memitem:a3c65dfd17f38eaa461f6400d302fae48 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a3c65dfd17f38eaa461f6400d302fae48"><td class="memItemLeft" align="right" valign="top">RealMatrix &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a3c65dfd17f38eaa461f6400d302fae48">alpha</a> ()</td></tr>
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<tr class="memitem:a96b806bd045ac5cae655399d487c9666 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a96b806bd045ac5cae655399d487c9666"><td class="memItemLeft" align="right" valign="top">RealMatrix const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a96b806bd045ac5cae655399d487c9666">alpha</a> () const</td></tr>
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<tr class="memitem:a86269e46881882b7d56f0de924cb9dbe inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a86269e46881882b7d56f0de924cb9dbe"><td class="memItemLeft" align="right" valign="top">double &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a86269e46881882b7d56f0de924cb9dbe">alpha</a> (std::size_t example, std::size_t cls)</td></tr>
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<tr class="memitem:acfe64c8c40cdedf4e011fc0c76957365 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_acfe64c8c40cdedf4e011fc0c76957365"><td class="memItemLeft" align="right" valign="top">double const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#acfe64c8c40cdedf4e011fc0c76957365">alpha</a> (std::size_t example, std::size_t cls) const</td></tr>
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<tr class="memitem:a1c89cb50933ee211d67af90e6366e0ee inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a1c89cb50933ee211d67af90e6366e0ee"><td class="memItemLeft" align="right" valign="top">RealVector &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a1c89cb50933ee211d67af90e6366e0ee">offset</a> ()</td></tr>
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<tr class="memitem:a2494359ab8d8be134b2b9adccc458a33 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a2494359ab8d8be134b2b9adccc458a33"><td class="memItemLeft" align="right" valign="top">RealVector const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a2494359ab8d8be134b2b9adccc458a33">offset</a> () const</td></tr>
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<tr class="memitem:a48c4d31664d347f477cfb305a7b98d61 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a48c4d31664d347f477cfb305a7b98d61"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_data.html">Data</a>&lt; <a class="el" href="_multi_task_svm_8cpp.html#a0dea9a3a85d327080d9b617903508925">InputType</a> &gt; const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a48c4d31664d347f477cfb305a7b98d61">basis</a> () const</td></tr>
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<tr class="memitem:a97db6773c7ab9c69e1c88cb44a83634e inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a97db6773c7ab9c69e1c88cb44a83634e"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_data.html">Data</a>&lt; <a class="el" href="_multi_task_svm_8cpp.html#a0dea9a3a85d327080d9b617903508925">InputType</a> &gt; &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a97db6773c7ab9c69e1c88cb44a83634e">basis</a> ()</td></tr>
<tr class="separator:a97db6773c7ab9c69e1c88cb44a83634e inherit pub_methods_classshark_1_1_kernel_expansion"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a503aaebca6ce5e7d8a6f79e5e039bd9f inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a503aaebca6ce5e7d8a6f79e5e039bd9f"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a503aaebca6ce5e7d8a6f79e5e039bd9f">sparsify</a> ()</td></tr>
<tr class="separator:a503aaebca6ce5e7d8a6f79e5e039bd9f inherit pub_methods_classshark_1_1_kernel_expansion"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a6b91222bf74774ac83e049f95d03f6c7 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a6b91222bf74774ac83e049f95d03f6c7"><td class="memItemLeft" align="right" valign="top">RealVector&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a6b91222bf74774ac83e049f95d03f6c7">parameterVector</a> () const</td></tr>
<tr class="memdesc:a6b91222bf74774ac83e049f95d03f6c7 inherit pub_methods_classshark_1_1_kernel_expansion"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the parameter vector.  <br /></td></tr>
<tr class="separator:a6b91222bf74774ac83e049f95d03f6c7 inherit pub_methods_classshark_1_1_kernel_expansion"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a0c1c29a9e9251d908d5d35c4f5998725 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a0c1c29a9e9251d908d5d35c4f5998725"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a0c1c29a9e9251d908d5d35c4f5998725">setParameterVector</a> (RealVector const &amp;newParameters)</td></tr>
<tr class="memdesc:a0c1c29a9e9251d908d5d35c4f5998725 inherit pub_methods_classshark_1_1_kernel_expansion"><td class="mdescLeft">&#160;</td><td class="mdescRight">Set the parameter vector.  <br /></td></tr>
<tr class="separator:a0c1c29a9e9251d908d5d35c4f5998725 inherit pub_methods_classshark_1_1_kernel_expansion"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:acef45b855141ee8cae89b468c72bcb85 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_acef45b855141ee8cae89b468c72bcb85"><td class="memItemLeft" align="right" valign="top">std::size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#acef45b855141ee8cae89b468c72bcb85">numberOfParameters</a> () const</td></tr>
<tr class="memdesc:acef45b855141ee8cae89b468c72bcb85 inherit pub_methods_classshark_1_1_kernel_expansion"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the number of parameters.  <br /></td></tr>
<tr class="separator:acef45b855141ee8cae89b468c72bcb85 inherit pub_methods_classshark_1_1_kernel_expansion"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a3b4d90a82af13e81f0ddb9bbc133a2a8 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a3b4d90a82af13e81f0ddb9bbc133a2a8"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a3b4d90a82af13e81f0ddb9bbc133a2a8">read</a> (<a class="el" href="namespaceshark.html#ada68729491840669e47c8ad42282424f">InArchive</a> &amp;archive)</td></tr>
<tr class="memdesc:a3b4d90a82af13e81f0ddb9bbc133a2a8 inherit pub_methods_classshark_1_1_kernel_expansion"><td class="mdescLeft">&#160;</td><td class="mdescRight">From <a class="el" href="classshark_1_1_i_serializable.html" title="Abstracts serializing functionality.">ISerializable</a>, reads a model from an archive.  <br /></td></tr>
<tr class="separator:a3b4d90a82af13e81f0ddb9bbc133a2a8 inherit pub_methods_classshark_1_1_kernel_expansion"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a962e6ea8753f0146c69ff41002c4e413 inherit pub_methods_classshark_1_1_kernel_expansion" id="r_a962e6ea8753f0146c69ff41002c4e413"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a962e6ea8753f0146c69ff41002c4e413">write</a> (<a class="el" href="namespaceshark.html#af4f8eb8e9618f5236b71bbcb12b8a524">OutArchive</a> &amp;archive) const</td></tr>
<tr class="memdesc:a962e6ea8753f0146c69ff41002c4e413 inherit pub_methods_classshark_1_1_kernel_expansion"><td class="mdescLeft">&#160;</td><td class="mdescRight">From <a class="el" href="classshark_1_1_i_serializable.html" title="Abstracts serializing functionality.">ISerializable</a>, writes a model to an archive.  <br /></td></tr>
<tr class="separator:a962e6ea8753f0146c69ff41002c4e413 inherit pub_methods_classshark_1_1_kernel_expansion"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_abstract_model"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_abstract_model')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_abstract_model.html">shark::AbstractModel&lt; InputType, RealVector &gt;</a></td></tr>
<tr class="memitem:a0b7aeb13b70c8d4cffc4958e6583627c inherit pub_methods_classshark_1_1_abstract_model" id="r_a0b7aeb13b70c8d4cffc4958e6583627c"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a0b7aeb13b70c8d4cffc4958e6583627c">AbstractModel</a> ()</td></tr>
<tr class="separator:a0b7aeb13b70c8d4cffc4958e6583627c inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad07313494d4f88c8294410d0c77d80b7 inherit pub_methods_classshark_1_1_abstract_model" id="r_ad07313494d4f88c8294410d0c77d80b7"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#ad07313494d4f88c8294410d0c77d80b7">~AbstractModel</a> ()</td></tr>
<tr class="separator:ad07313494d4f88c8294410d0c77d80b7 inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a234570c3bc1f1fdf06e67ecc4751fa24 inherit pub_methods_classshark_1_1_abstract_model" id="r_a234570c3bc1f1fdf06e67ecc4751fa24"><td class="memItemLeft" align="right" valign="top">const <a class="el" href="classshark_1_1_abstract_model.html#aa6b242b73aadc63380181fdf4da1db84">Features</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a234570c3bc1f1fdf06e67ecc4751fa24">features</a> () const</td></tr>
<tr class="separator:a234570c3bc1f1fdf06e67ecc4751fa24 inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:af8cb877bb0c6b8e713e852f9057a6eae inherit pub_methods_classshark_1_1_abstract_model" id="r_af8cb877bb0c6b8e713e852f9057a6eae"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#af8cb877bb0c6b8e713e852f9057a6eae">updateFeatures</a> ()</td></tr>
<tr class="separator:af8cb877bb0c6b8e713e852f9057a6eae inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ae04810c1ae40f816872eba4ef3953e36 inherit pub_methods_classshark_1_1_abstract_model" id="r_ae04810c1ae40f816872eba4ef3953e36"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#ae04810c1ae40f816872eba4ef3953e36">hasFirstParameterDerivative</a> () const</td></tr>
<tr class="memdesc:ae04810c1ae40f816872eba4ef3953e36 inherit pub_methods_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns true when the first parameter derivative is implemented.  <br /></td></tr>
<tr class="separator:ae04810c1ae40f816872eba4ef3953e36 inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a1092b50b56555e8f2e8b4d4aa57eb3c3 inherit pub_methods_classshark_1_1_abstract_model" id="r_a1092b50b56555e8f2e8b4d4aa57eb3c3"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a1092b50b56555e8f2e8b4d4aa57eb3c3">hasFirstInputDerivative</a> () const</td></tr>
<tr class="memdesc:a1092b50b56555e8f2e8b4d4aa57eb3c3 inherit pub_methods_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns true when the first input derivative is implemented.  <br /></td></tr>
<tr class="separator:a1092b50b56555e8f2e8b4d4aa57eb3c3 inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a3a331290a6cb2840663d2178899366c8 inherit pub_methods_classshark_1_1_abstract_model" id="r_a3a331290a6cb2840663d2178899366c8"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a3a331290a6cb2840663d2178899366c8">eval</a> (<a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> const &amp;pattern, <a class="el" href="classshark_1_1_abstract_model.html#a8e5acf043e3a76b50d15a852365801b4">OutputType</a> &amp;output) const</td></tr>
<tr class="memdesc:a3a331290a6cb2840663d2178899366c8 inherit pub_methods_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">Standard interface for evaluating the response of the model to a single pattern.  <br /></td></tr>
<tr class="separator:a3a331290a6cb2840663d2178899366c8 inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a0b69168617355ebbd470caf2393a541f inherit pub_methods_classshark_1_1_abstract_model" id="r_a0b69168617355ebbd470caf2393a541f"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_data.html">Data</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a8e5acf043e3a76b50d15a852365801b4">OutputType</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a0b69168617355ebbd470caf2393a541f">operator()</a> (<a class="el" href="classshark_1_1_data.html">Data</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; const &amp;patterns) const</td></tr>
<tr class="memdesc:a0b69168617355ebbd470caf2393a541f inherit pub_methods_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">Model evaluation as an operator for a whole dataset. This is a convenience function.  <br /></td></tr>
<tr class="separator:a0b69168617355ebbd470caf2393a541f inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a78b0b0517a53c93013b9372292f73a78 inherit pub_methods_classshark_1_1_abstract_model" id="r_a78b0b0517a53c93013b9372292f73a78"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_abstract_model.html#a8e5acf043e3a76b50d15a852365801b4">OutputType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a78b0b0517a53c93013b9372292f73a78">operator()</a> (<a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> const &amp;pattern) const</td></tr>
<tr class="memdesc:a78b0b0517a53c93013b9372292f73a78 inherit pub_methods_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">Model evaluation as an operator for a single pattern. This is a convenience function.  <br /></td></tr>
<tr class="separator:a78b0b0517a53c93013b9372292f73a78 inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aa10f381b3bd678c82a600c5bc6ac0ec3 inherit pub_methods_classshark_1_1_abstract_model" id="r_aa10f381b3bd678c82a600c5bc6ac0ec3"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_abstract_model.html#aa0c72e230b9a1324c95ba8ac0b07ba13">BatchOutputType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#aa10f381b3bd678c82a600c5bc6ac0ec3">operator()</a> (<a class="el" href="classshark_1_1_abstract_model.html#a518304e95092673b7b6438cace052ef6">BatchInputType</a> const &amp;patterns) const</td></tr>
<tr class="memdesc:aa10f381b3bd678c82a600c5bc6ac0ec3 inherit pub_methods_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">Model evaluation as an operator for a single pattern. This is a convenience function.  <br /></td></tr>
<tr class="separator:aa10f381b3bd678c82a600c5bc6ac0ec3 inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad699b6b1f813c5cc3b3ed45f254dbc1d inherit pub_methods_classshark_1_1_abstract_model" id="r_ad699b6b1f813c5cc3b3ed45f254dbc1d"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#ad699b6b1f813c5cc3b3ed45f254dbc1d">weightedParameterDerivative</a> (<a class="el" href="classshark_1_1_abstract_model.html#a518304e95092673b7b6438cace052ef6">BatchInputType</a> const &amp;pattern, <a class="el" href="classshark_1_1_abstract_model.html#aa0c72e230b9a1324c95ba8ac0b07ba13">BatchOutputType</a> const &amp;outputs, <a class="el" href="classshark_1_1_abstract_model.html#aa0c72e230b9a1324c95ba8ac0b07ba13">BatchOutputType</a> const &amp;coefficients, <a class="el" href="structshark_1_1_state.html">State</a> const &amp;state, RealVector &amp;derivative) const</td></tr>
<tr class="memdesc:ad699b6b1f813c5cc3b3ed45f254dbc1d inherit pub_methods_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">calculates the weighted sum of derivatives w.r.t the parameters.  <br /></td></tr>
<tr class="separator:ad699b6b1f813c5cc3b3ed45f254dbc1d inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a3c192dedb474c5a8e39b1f46d99f94cc inherit pub_methods_classshark_1_1_abstract_model" id="r_a3c192dedb474c5a8e39b1f46d99f94cc"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a3c192dedb474c5a8e39b1f46d99f94cc">weightedInputDerivative</a> (<a class="el" href="classshark_1_1_abstract_model.html#a518304e95092673b7b6438cace052ef6">BatchInputType</a> const &amp;pattern, <a class="el" href="classshark_1_1_abstract_model.html#aa0c72e230b9a1324c95ba8ac0b07ba13">BatchOutputType</a> const &amp;outputs, <a class="el" href="classshark_1_1_abstract_model.html#aa0c72e230b9a1324c95ba8ac0b07ba13">BatchOutputType</a> const &amp;coefficients, <a class="el" href="structshark_1_1_state.html">State</a> const &amp;state, <a class="el" href="classshark_1_1_abstract_model.html#a518304e95092673b7b6438cace052ef6">BatchInputType</a> &amp;derivative) const</td></tr>
<tr class="memdesc:a3c192dedb474c5a8e39b1f46d99f94cc inherit pub_methods_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">calculates the weighted sum of derivatives w.r.t the inputs  <br /></td></tr>
<tr class="separator:a3c192dedb474c5a8e39b1f46d99f94cc inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:adb4966b597013417b5e9957c84485c8c inherit pub_methods_classshark_1_1_abstract_model" id="r_adb4966b597013417b5e9957c84485c8c"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#adb4966b597013417b5e9957c84485c8c">weightedDerivatives</a> (<a class="el" href="classshark_1_1_abstract_model.html#a518304e95092673b7b6438cace052ef6">BatchInputType</a> const &amp;patterns, <a class="el" href="classshark_1_1_abstract_model.html#aa0c72e230b9a1324c95ba8ac0b07ba13">BatchOutputType</a> const &amp;outputs, <a class="el" href="classshark_1_1_abstract_model.html#aa0c72e230b9a1324c95ba8ac0b07ba13">BatchOutputType</a> const &amp;coefficients, <a class="el" href="structshark_1_1_state.html">State</a> const &amp;state, RealVector &amp;parameterDerivative, <a class="el" href="classshark_1_1_abstract_model.html#a518304e95092673b7b6438cace052ef6">BatchInputType</a> &amp;inputDerivative) const</td></tr>
<tr class="memdesc:adb4966b597013417b5e9957c84485c8c inherit pub_methods_classshark_1_1_abstract_model"><td class="mdescLeft">&#160;</td><td class="mdescRight">calculates weighted input and parameter derivative at the same time  <br /></td></tr>
<tr class="separator:adb4966b597013417b5e9957c84485c8c inherit pub_methods_classshark_1_1_abstract_model"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_i_parameterizable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_parameterizable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_parameterizable.html">shark::IParameterizable&lt; VectorType &gt;</a></td></tr>
<tr class="memitem:a9e3a11172e74d1aa7292f3de4e2b6ebc inherit pub_methods_classshark_1_1_i_parameterizable" id="r_a9e3a11172e74d1aa7292f3de4e2b6ebc"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_parameterizable.html#a9e3a11172e74d1aa7292f3de4e2b6ebc">~IParameterizable</a> ()</td></tr>
<tr class="separator:a9e3a11172e74d1aa7292f3de4e2b6ebc inherit pub_methods_classshark_1_1_i_parameterizable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_i_nameable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_nameable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_nameable.html">shark::INameable</a></td></tr>
<tr class="memitem:a877dbdfc6b58ea836495143cea44a98c inherit pub_methods_classshark_1_1_i_nameable" id="r_a877dbdfc6b58ea836495143cea44a98c"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_nameable.html#a877dbdfc6b58ea836495143cea44a98c">~INameable</a> ()</td></tr>
<tr class="separator:a877dbdfc6b58ea836495143cea44a98c inherit pub_methods_classshark_1_1_i_nameable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_i_serializable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_serializable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_serializable.html">shark::ISerializable</a></td></tr>
<tr class="memitem:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable" id="r_a7baa9ce108d7278822297ce15882782a"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a7baa9ce108d7278822297ce15882782a">~ISerializable</a> ()</td></tr>
<tr class="memdesc:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Virtual d'tor.  <br /></td></tr>
<tr class="separator:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
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<tr class="memdesc:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Versioned loading of components, calls read(...).  <br /></td></tr>
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<tr class="memdesc:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Versioned storing of components, calls write(...).  <br /></td></tr>
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</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pro-attribs" name="pro-attribs"></a>
Protected Attributes</h2></td></tr>
<tr class="memitem:ad5a3b4ac2703bf9688433e9b9e9c61c2" id="r_ad5a3b4ac2703bf9688433e9b9e9c61c2"><td class="memItemLeft" align="right" valign="top">RealVector&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#ad5a3b4ac2703bf9688433e9b9e9c61c2">m_scalingCoefficients</a></td></tr>
<tr class="memdesc:ad5a3b4ac2703bf9688433e9b9e9c61c2"><td class="mdescLeft">&#160;</td><td class="mdescRight">The scaling coefficients.  <br /></td></tr>
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<tr class="memitem:a53f8ae12d117e2ca8065511668c673ad" id="r_a53f8ae12d117e2ca8065511668c673ad"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a53f8ae12d117e2ca8065511668c673ad">m_classifierNorm</a></td></tr>
<tr class="memdesc:a53f8ae12d117e2ca8065511668c673ad"><td class="mdescLeft">&#160;</td><td class="mdescRight">The norm of classifier(w)  <br /></td></tr>
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<tr class="inherit_header pro_attribs_classshark_1_1_kernel_expansion"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classshark_1_1_kernel_expansion')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classshark_1_1_kernel_expansion.html">shark::KernelExpansion&lt; InputType &gt;</a></td></tr>
<tr class="memitem:af9b56d462d08ee86692de5f92e1a61ad inherit pro_attribs_classshark_1_1_kernel_expansion" id="r_af9b56d462d08ee86692de5f92e1a61ad"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_kernel_expansion.html#ac5836d98d072c8ea288209ca3fa2f1c9">KernelType</a> *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#af9b56d462d08ee86692de5f92e1a61ad">mep_kernel</a></td></tr>
<tr class="memdesc:af9b56d462d08ee86692de5f92e1a61ad inherit pro_attribs_classshark_1_1_kernel_expansion"><td class="mdescLeft">&#160;</td><td class="mdescRight">kernel function used in the expansion  <br /></td></tr>
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<tr class="memdesc:a3c17d9a2d90c6dc919d09431fa4a9bc7 inherit pro_attribs_classshark_1_1_kernel_expansion"><td class="mdescLeft">&#160;</td><td class="mdescRight">"support" basis vectors  <br /></td></tr>
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<tr class="memitem:a923db4c417f36a23a7c7e5ba496a5265 inherit pro_attribs_classshark_1_1_kernel_expansion" id="r_a923db4c417f36a23a7c7e5ba496a5265"><td class="memItemLeft" align="right" valign="top">RealMatrix&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#a923db4c417f36a23a7c7e5ba496a5265">m_alpha</a></td></tr>
<tr class="memdesc:a923db4c417f36a23a7c7e5ba496a5265 inherit pro_attribs_classshark_1_1_kernel_expansion"><td class="mdescLeft">&#160;</td><td class="mdescRight">kernel coefficients  <br /></td></tr>
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<tr class="memitem:aa9c87c7314a2142b790272324e8793b2 inherit pro_attribs_classshark_1_1_kernel_expansion" id="r_aa9c87c7314a2142b790272324e8793b2"><td class="memItemLeft" align="right" valign="top">RealVector&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_kernel_expansion.html#aa9c87c7314a2142b790272324e8793b2">m_b</a></td></tr>
<tr class="memdesc:aa9c87c7314a2142b790272324e8793b2 inherit pro_attribs_classshark_1_1_kernel_expansion"><td class="mdescLeft">&#160;</td><td class="mdescRight">offset or bias term  <br /></td></tr>
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<tr class="inherit_header pro_attribs_classshark_1_1_abstract_model"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classshark_1_1_abstract_model')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classshark_1_1_abstract_model.html">shark::AbstractModel&lt; InputType, RealVector &gt;</a></td></tr>
<tr class="memitem:a4c5a689901083e50007f53de72f694fc inherit pro_attribs_classshark_1_1_abstract_model" id="r_a4c5a689901083e50007f53de72f694fc"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_abstract_model.html#aa6b242b73aadc63380181fdf4da1db84">Features</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_model.html#a4c5a689901083e50007f53de72f694fc">m_features</a></td></tr>
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<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
<div class="textblock"><div class="compoundTemplParams">template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a>&gt;<br />
class shark::MissingFeaturesKernelExpansion&lt; InputType &gt;</div><p>Kernel expansion with missing features support For a choice of kernel, see <a class="el" href="group__kernels.html">Kernels</a>. </p>

<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00045">45</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>
</div><h2 class="groupheader">Member Typedef Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#acc2b882befd9e12e1465bc845d45ebd2">&#9670;&#160;</a></span>BatchInputType</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname">typedef <a class="el" href="classshark_1_1_kernel_expansion.html#a651c84963d3935af5324530e1722830b">Base::BatchInputType</a> <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::BatchInputType</td>
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<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00051">51</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#afa1fd94574199968f74a3ebf54792e56">&#9670;&#160;</a></span>BatchOutputType</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname">typedef <a class="el" href="classshark_1_1_kernel_expansion.html#a3d47bea3d1bb6b1c5044c9208f1dfd09">Base::BatchOutputType</a> <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::BatchOutputType</td>
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<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00052">52</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a9dae0d867c47aa72714e057f9a5d1b9f">&#9670;&#160;</a></span>KernelType</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname">typedef <a class="el" href="classshark_1_1_kernel_expansion.html#ac5836d98d072c8ea288209ca3fa2f1c9">Base::KernelType</a> <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::KernelType</td>
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<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00050">50</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

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<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#a502217606f51799af4ec422f33e7687e">&#9670;&#160;</a></span>MissingFeaturesKernelExpansion() <span class="overload">[1/3]</span></h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::MissingFeaturesKernelExpansion </td>
          <td>(</td>
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<p>Constructors from the base class </p>

<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00055">55</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#adc88dba3df728e6535fb3f339e8a5d53">&#9670;&#160;</a></span>MissingFeaturesKernelExpansion() <span class="overload">[2/3]</span></h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::MissingFeaturesKernelExpansion </td>
          <td>(</td>
          <td class="paramtype"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a9dae0d867c47aa72714e057f9a5d1b9f">KernelType</a> *&#160;</td>
          <td class="paramname"><em>kernel</em></td><td>)</td>
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<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00058">58</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a995952df050c442f79f0d51d120bdda0">&#9670;&#160;</a></span>MissingFeaturesKernelExpansion() <span class="overload">[3/3]</span></h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::MissingFeaturesKernelExpansion </td>
          <td>(</td>
          <td class="paramtype"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a9dae0d867c47aa72714e057f9a5d1b9f">KernelType</a> *&#160;</td>
          <td class="paramname"><em>kernel</em>, </td>
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          <td class="paramtype"><a class="el" href="classshark_1_1_data.html">Data</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; const &amp;&#160;</td>
          <td class="paramname"><em>basis</em>, </td>
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          <td class="paramtype">bool&#160;</td>
          <td class="paramname"><em>offset</em>&#160;</td>
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<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00062">62</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

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<h2 class="groupheader">Member Function Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#a6673dbc1445ffc3cd0aea0d547487000">&#9670;&#160;</a></span>computeNorm() <span class="overload">[1/2]</span></h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname">double <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::computeNorm </td>
          <td>(</td>
          <td class="paramtype">const RealVector &amp;&#160;</td>
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          <td class="paramtype">const RealVector &amp;&#160;</td>
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          <td></td><td> const</td>
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<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00153">153</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

<p class="reference">References <a class="el" href="classshark_1_1_kernel_expansion.html#a3c65dfd17f38eaa461f6400d302fae48">shark::KernelExpansion&lt; InputType &gt;::alpha()</a>, <a class="el" href="group__kernels.html#ga686904ecf2fd8e7d8c1d6799c403afb9">shark::evalSkipMissingFeatures()</a>, <a class="el" href="classshark_1_1_kernel_expansion.html#a3c17d9a2d90c6dc919d09431fa4a9bc7">shark::KernelExpansion&lt; InputType &gt;::m_basis</a>, <a class="el" href="classshark_1_1_kernel_expansion.html#af9b56d462d08ee86692de5f92e1a61ad">shark::KernelExpansion&lt; InputType &gt;::mep_kernel</a>, <a class="el" href="_exception_8h.html#a73abb5049a0168d72a48e72dda41708b">SHARK_ASSERT</a>, and <a class="el" href="_exception_8h.html#a42a6a50e4d06c00d60fbca5333f40768">SIZE_CHECK</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#ad2194899bc2ad060c751e6f15dceb91a">&#9670;&#160;</a></span>computeNorm() <span class="overload">[2/2]</span></h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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template&lt;class InputTypeT &gt; </div>
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          <td class="memname">double <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::computeNorm </td>
          <td>(</td>
          <td class="paramtype">const RealVector &amp;&#160;</td>
          <td class="paramname"><em>alpha</em>, </td>
        </tr>
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          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">const RealVector &amp;&#160;</td>
          <td class="paramname"><em>scalingCoefficient</em>, </td>
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          <td class="paramtype">InputTypeT const &amp;&#160;</td>
          <td class="paramname"><em>missingness</em>&#160;</td>
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          <td>)</td>
          <td></td><td> const</td>
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<p>Calculate norm of classifier, i.e., ||w||</p>
<p>formula: \( \sum_{i,j=1}^{n}\alpha_i\frac{y_i}{s_i}K\left(x_i,x_j)\right)\frac{y_j}{s_j}\alpha_j \) where \( s_i \) is scaling coefficient, and \( K \) is kernel function, \( K\left(x_i,x_j)\right) \) is taken only over features that are valid for both \( x_i \) and \( x_j \) </p>

<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00121">121</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

<p class="reference">References <a class="el" href="classshark_1_1_kernel_expansion.html#a3c65dfd17f38eaa461f6400d302fae48">shark::KernelExpansion&lt; InputType &gt;::alpha()</a>, <a class="el" href="group__kernels.html#ga686904ecf2fd8e7d8c1d6799c403afb9">shark::evalSkipMissingFeatures()</a>, <a class="el" href="classshark_1_1_kernel_expansion.html#a3c17d9a2d90c6dc919d09431fa4a9bc7">shark::KernelExpansion&lt; InputType &gt;::m_basis</a>, <a class="el" href="classshark_1_1_kernel_expansion.html#af9b56d462d08ee86692de5f92e1a61ad">shark::KernelExpansion&lt; InputType &gt;::mep_kernel</a>, <a class="el" href="_exception_8h.html#a73abb5049a0168d72a48e72dda41708b">SHARK_ASSERT</a>, and <a class="el" href="_exception_8h.html#a42a6a50e4d06c00d60fbca5333f40768">SIZE_CHECK</a>.</p>

<p class="reference">Referenced by <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#ad54351526ec5ab5370b56e5a6b5250ed">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::eval()</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#abccbbad9f32c73e2419bc120c5ebb53c">&#9670;&#160;</a></span>createState()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname">boost::shared_ptr&lt; <a class="el" href="structshark_1_1_state.html">State</a> &gt; <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::createState </td>
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<p>Creates an internal state of the model. </p>
<p>The state is needed when the derivatives are to be calculated. Eval can store a state which is then reused to speed up the calculations of the derivatives. This also allows eval to be evaluated in parallel! </p>

<p>Reimplemented from <a class="el" href="classshark_1_1_kernel_expansion.html#ae4764c8830fd7f7b65e43e3e4210dba1">shark::KernelExpansion&lt; InputType &gt;</a>.</p>

<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00071">71</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#ad54351526ec5ab5370b56e5a6b5250ed">&#9670;&#160;</a></span>eval() <span class="overload">[1/2]</span></h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname">virtual void <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::eval </td>
          <td>(</td>
          <td class="paramtype"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#acc2b882befd9e12e1465bc845d45ebd2">BatchInputType</a> const &amp;&#160;</td>
          <td class="paramname"><em>patterns</em>, </td>
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          <td class="paramtype"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#afa1fd94574199968f74a3ebf54792e56">BatchOutputType</a> &amp;&#160;</td>
          <td class="paramname"><em>outputs</em>&#160;</td>
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<p>Override eval(...) in the base class. </p>

<p>Reimplemented from <a class="el" href="classshark_1_1_kernel_expansion.html#a9a55c5a7f5e4b7f447f299c1b19050e2">shark::KernelExpansion&lt; InputType &gt;</a>.</p>

<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00076">76</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

<p class="reference">References <a class="el" href="namespaceshark.html#af2ab10364feb8a631e0866dcf2f1a4ad">shark::batchSize()</a>, <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#ad2194899bc2ad060c751e6f15dceb91a">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::computeNorm()</a>, <a class="el" href="group__kernels.html#ga686904ecf2fd8e7d8c1d6799c403afb9">shark::evalSkipMissingFeatures()</a>, <a class="el" href="classshark_1_1_kernel_expansion.html#afb02d63dd18cb3ba534d1393c092752f">shark::KernelExpansion&lt; InputType &gt;::hasOffset()</a>, <a class="el" href="classshark_1_1_kernel_expansion.html#a923db4c417f36a23a7c7e5ba496a5265">shark::KernelExpansion&lt; InputType &gt;::m_alpha</a>, <a class="el" href="classshark_1_1_kernel_expansion.html#aa9c87c7314a2142b790272324e8793b2">shark::KernelExpansion&lt; InputType &gt;::m_b</a>, <a class="el" href="classshark_1_1_kernel_expansion.html#a3c17d9a2d90c6dc919d09431fa4a9bc7">shark::KernelExpansion&lt; InputType &gt;::m_basis</a>, <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a53f8ae12d117e2ca8065511668c673ad">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::m_classifierNorm</a>, <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#ad5a3b4ac2703bf9688433e9b9e9c61c2">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::m_scalingCoefficients</a>, <a class="el" href="classshark_1_1_kernel_expansion.html#af9b56d462d08ee86692de5f92e1a61ad">shark::KernelExpansion&lt; InputType &gt;::mep_kernel</a>, <a class="el" href="classshark_1_1_kernel_expansion.html#a251b1a2dec182d8433b8010fc2df0787">shark::KernelExpansion&lt; InputType &gt;::outputShape()</a>, <a class="el" href="_exception_8h.html#a73abb5049a0168d72a48e72dda41708b">SHARK_ASSERT</a>, <a class="el" href="classshark_1_1_data_view.html#a71ba14d4f067dc437d6683dac9982f77">shark::DataView&lt; DatasetType &gt;::size()</a>, and <a class="el" href="_exception_8h.html#a42a6a50e4d06c00d60fbca5333f40768">SIZE_CHECK</a>.</p>

<p class="reference">Referenced by <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a4e541807a0dcdb55a6efb71533a26091">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::eval()</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a4e541807a0dcdb55a6efb71533a26091">&#9670;&#160;</a></span>eval() <span class="overload">[2/2]</span></h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname">void <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::eval </td>
          <td>(</td>
          <td class="paramtype"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#acc2b882befd9e12e1465bc845d45ebd2">BatchInputType</a> const &amp;&#160;</td>
          <td class="paramname"><em>patterns</em>, </td>
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          <td class="paramtype"><a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#afa1fd94574199968f74a3ebf54792e56">BatchOutputType</a> &amp;&#160;</td>
          <td class="paramname"><em>outputs</em>, </td>
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          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype"><a class="el" href="structshark_1_1_state.html">State</a> &amp;&#160;</td>
          <td class="paramname"><em>state</em>&#160;</td>
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<p>Standard interface for evaluating the response of the model to a batch of patterns. </p>
<dl class="params"><dt>Parameters</dt><dd>
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    <tr><td class="paramname">patterns</td><td>the inputs of the model </td></tr>
    <tr><td class="paramname">outputs</td><td>the predictions or response of the model to every pattern </td></tr>
    <tr><td class="paramname">state</td><td>intermediate results stored by eval which can be reused for derivative computation. </td></tr>
  </table>
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<p>Reimplemented from <a class="el" href="classshark_1_1_kernel_expansion.html#aa8c82d18e6ac27bae8155c751f552bda">shark::KernelExpansion&lt; InputType &gt;</a>.</p>

<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00110">110</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

<p class="reference">References <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#ad54351526ec5ab5370b56e5a6b5250ed">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::eval()</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#af68e2d95781b1753eca457476b44c11f">&#9670;&#160;</a></span>name()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname">std::string <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::name </td>
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<p>From <a class="el" href="classshark_1_1_i_nameable.html" title="This class is an interface for all objects which can have a name.">INameable</a>: return the class name. </p>

<p>Reimplemented from <a class="el" href="classshark_1_1_kernel_expansion.html#ac7cf9023daedf1951882dcf76956cbff">shark::KernelExpansion&lt; InputType &gt;</a>.</p>

<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00068">68</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a71367248f174d343ec79670207d5f947">&#9670;&#160;</a></span>setClassifierNorm()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname">void <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::setClassifierNorm </td>
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<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00194">194</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

<p class="reference">References <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a53f8ae12d117e2ca8065511668c673ad">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::m_classifierNorm</a>, and <a class="el" href="_exception_8h.html#a73abb5049a0168d72a48e72dda41708b">SHARK_ASSERT</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#aa91acaf3efe28b8895ba3bfd7af45c3a">&#9670;&#160;</a></span>setScalingCoefficients()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td>(</td>
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<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00183">183</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

<p class="reference">References <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#ad5a3b4ac2703bf9688433e9b9e9c61c2">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::m_scalingCoefficients</a>, and <a class="el" href="_exception_8h.html#a73abb5049a0168d72a48e72dda41708b">SHARK_ASSERT</a>.</p>

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<h2 class="groupheader">Member Data Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#a53f8ae12d117e2ca8065511668c673ad">&#9670;&#160;</a></span>m_classifierNorm</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname">double <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::m_classifierNorm</td>
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<p>The norm of classifier(w) </p>

<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00205">205</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

<p class="reference">Referenced by <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#ad54351526ec5ab5370b56e5a6b5250ed">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::eval()</a>, and <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#a71367248f174d343ec79670207d5f947">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::setClassifierNorm()</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#ad5a3b4ac2703bf9688433e9b9e9c61c2">&#9670;&#160;</a></span>m_scalingCoefficients</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt; </div>
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          <td class="memname">RealVector <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html">shark::MissingFeaturesKernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_model.html#a714e85d7a6cd2b68898cb5dbb25c37d4">InputType</a> &gt;::m_scalingCoefficients</td>
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<p>The scaling coefficients. </p>

<p class="definition">Definition at line <a class="el" href="_missing_features_kernel_expansion_8h_source.html#l00202">202</a> of file <a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a>.</p>

<p class="reference">Referenced by <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#ad54351526ec5ab5370b56e5a6b5250ed">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::eval()</a>, and <a class="el" href="classshark_1_1_missing_features_kernel_expansion.html#aa91acaf3efe28b8895ba3bfd7af45c3a">shark::MissingFeaturesKernelExpansion&lt; InputType &gt;::setScalingCoefficients()</a>.</p>

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<hr/>The documentation for this class was generated from the following file:<ul>
<li>include/shark/Models/Kernels/<a class="el" href="_missing_features_kernel_expansion_8h_source.html">MissingFeaturesKernelExpansion.h</a></li>
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